Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images

The European Space Agency Sentinel-1 satellites provide good resolution all weather SAR images. We describe algorithms for detection and classification of ships, icebergs and other objects at sea. Sidelobes from strongly reflecting objects as large ships are suppressed for better determination of sh...

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Bibliographic Details
Main Author: Heiselberg, H.
Format: Conference Object
Language:English
Published: 2019
Subjects:
SAR
Online Access:https://orbit.dtu.dk/en/publications/ce614eaf-3fa9-4610-9d4c-55cb7da821b2
https://backend.orbit.dtu.dk/ws/files/185174643/SARNAV.pdf
id ftdtupubl:oai:pure.atira.dk:publications/ce614eaf-3fa9-4610-9d4c-55cb7da821b2
record_format openpolar
spelling ftdtupubl:oai:pure.atira.dk:publications/ce614eaf-3fa9-4610-9d4c-55cb7da821b2 2023-05-15T15:02:33+02:00 Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images Heiselberg, H. 2019 application/pdf https://orbit.dtu.dk/en/publications/ce614eaf-3fa9-4610-9d4c-55cb7da821b2 https://backend.orbit.dtu.dk/ws/files/185174643/SARNAV.pdf eng eng info:eu-repo/semantics/openAccess Heiselberg , H 2019 , ' Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images ' , Paper presented at 13th International Conference on Marine Navigation and Safety of Sea Transportation , Gdynia , Poland , 12/06/2019 - 14/06/2019 . Sentinel-1 SAR Ship detection Ship lengths Icebergs conferenceObject 2019 ftdtupubl 2022-08-14T08:35:00Z The European Space Agency Sentinel-1 satellites provide good resolution all weather SAR images. We describe algorithms for detection and classification of ships, icebergs and other objects at sea. Sidelobes from strongly reflecting objects as large ships are suppressed for better determination of ship parameters. The resulting improved ship lengths and breadths are larger than the ground truth values known from Automatic Identification System (AIS) data due to the limited resolution in the processing of the SAR images as compared to previous analyses of Sentinel-2 optical images. The limited resolution in SAR imagery degrades spatial classification algorithms but it is found that the backscatter horizontal and vertical polarizations can be exploited to distinguish icebergs in the Arctic from large ships but not small boats or wakes. Conference Object Arctic Iceberg* Technical University of Denmark: DTU Orbit Arctic
institution Open Polar
collection Technical University of Denmark: DTU Orbit
op_collection_id ftdtupubl
language English
topic Sentinel-1
SAR
Ship detection
Ship lengths
Icebergs
spellingShingle Sentinel-1
SAR
Ship detection
Ship lengths
Icebergs
Heiselberg, H.
Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images
topic_facet Sentinel-1
SAR
Ship detection
Ship lengths
Icebergs
description The European Space Agency Sentinel-1 satellites provide good resolution all weather SAR images. We describe algorithms for detection and classification of ships, icebergs and other objects at sea. Sidelobes from strongly reflecting objects as large ships are suppressed for better determination of ship parameters. The resulting improved ship lengths and breadths are larger than the ground truth values known from Automatic Identification System (AIS) data due to the limited resolution in the processing of the SAR images as compared to previous analyses of Sentinel-2 optical images. The limited resolution in SAR imagery degrades spatial classification algorithms but it is found that the backscatter horizontal and vertical polarizations can be exploited to distinguish icebergs in the Arctic from large ships but not small boats or wakes.
format Conference Object
author Heiselberg, H.
author_facet Heiselberg, H.
author_sort Heiselberg, H.
title Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images
title_short Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images
title_full Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images
title_fullStr Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images
title_full_unstemmed Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images
title_sort ship-iceberg detection & classification in sentinel-1 sar images
publishDate 2019
url https://orbit.dtu.dk/en/publications/ce614eaf-3fa9-4610-9d4c-55cb7da821b2
https://backend.orbit.dtu.dk/ws/files/185174643/SARNAV.pdf
geographic Arctic
geographic_facet Arctic
genre Arctic
Iceberg*
genre_facet Arctic
Iceberg*
op_source Heiselberg , H 2019 , ' Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images ' , Paper presented at 13th International Conference on Marine Navigation and Safety of Sea Transportation , Gdynia , Poland , 12/06/2019 - 14/06/2019 .
op_rights info:eu-repo/semantics/openAccess
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